{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b4da8545",
   "metadata": {},
   "source": [
    "# 评估同化算法的性能\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c500a928",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c234c33",
   "metadata": {},
   "source": [
    "## 基本参数设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08ca92c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Depending on your combination of package versions, this can raise a lot of TF warnings... \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# import scienceplots\n",
    "plt.style.use([\"nature\", \"no-latex\"])\n",
    "import xarray as xr\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import sys \n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3aaf16f2-fdc9-4a58-9915-51f2eda3bf18",
   "metadata": {},
   "outputs": [],
   "source": [
    "fourcastnet_dir = \"/public/home/wangwuxing01/research/fundation/output/forecast\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba75c5fd-e1fd-472b-9aca-92e9a409af6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"T850\", \"T2M\", \"U10\", \"V10\", \"MSLP\", \"T500\", \"R500\", \"U500\", \"V500\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(K)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\", \"(Pa)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "157fddba-ad39-4eb4-ba5d-fa4d1adb8463",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_fourcastnet = np.load(f\"{fourcastnet_dir}/rmse_fourcastnet.npy\")\n",
    "acc_fourcastnet = np.load(f\"{fourcastnet_dir}/acc_fourcastnet.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f5083732-563e-4f07-a622-9ca9e03a2e07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 9))\n",
    "for i in range(20):\n",
    "    ax = fig.add_subplot(4, 5, i+1)\n",
    "    if i in [0, 1, 2, 3, 4]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_fourcastnet, axis=0)[:, plot_idx[i]], color='k', linewidth=1.5, \n",
    "                marker=\"o\", markersize=2, label=f\"FourcastNet\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48), fontsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [5, 6, 7, 8, 9]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.mean(acc_fourcastnet, axis=0)[:, plot_idx[i-5]], color='k', linewidth=1.5, \n",
    "                marker=\"o\", markersize=2, label=f\"FourcastNet\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48), fontsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [10, 11, 12, 13, 14]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_fourcastnet, axis=0)[:, plot_idx[i-5]], color='k', linewidth=1.5, \n",
    "                marker=\"o\", markersize=2, label=f\"FourcastNet\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48), fontsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i-5]}\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [15, 16, 17, 18, 19]:\n",
    "        plt.title(plot_vars[i-10], fontsize=12)\n",
    "        ax.plot(np.mean(acc_fourcastnet, axis=0)[:, plot_idx[i-10]], color='k', linewidth=1.5, \n",
    "                marker=\"o\", markersize=2, label=f\"FourcastNet\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48), fontsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=1, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'fourcastnet_medium_forecast.jpg',dpi=300)\n",
    "plt.savefig(f'fourcastnet_medium_forecast.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0c492b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "da_cycle_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/da_cycle\"\n",
    "medium_forecast_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/medium_forecast\"\n",
    "scaler_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/scaler.pkl\"\n",
    "var_idx_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/var_idx.npy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "30d534d5-f146-4d81-9de3-fa7a808a3620",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_idx = [k for k in np.load(var_idx_dir)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4bf316d1-3d60-497c-b649-3104a592f471",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"T850\", \"T2M\", \"U10\", \"V10\", \"MSLP\", \"T500\", \"R500\", \"U500\", \"V500\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(K)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\", \"(Pa)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dc4c4e1d-ec77-4085-bdee-7254f54ab98a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarformer_daw24 = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num4_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer_daw18 = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num3_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer_daw12 = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num2_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer_daw6 = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num1_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarformer_daw24 = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num4_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer_daw18 = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num3_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer_daw12 = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num2_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer_daw6 = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num1_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cc08f68e-bab0-4272-a0f3-a6cb5bc6e7e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 9))\n",
    "for i in range(20):\n",
    "    ax = fig.add_subplot(4, 5, i+1)\n",
    "    if i in [0, 1, 2, 3, 4]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw6, axis=0)[::4, plot_idx[i]], \n",
    "                linewidth=2, marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw12, axis=0)[::4, plot_idx[i]], \n",
    "                linewidth=2, marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw18, axis=0)[::4, plot_idx[i]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw24, axis=0)[::4, plot_idx[i]], linewidth=2, color='r',\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "    elif i in [5, 6, 7, 8, 9]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw6, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw12, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw18, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw24, axis=0)[::4, plot_idx[i-5]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "    elif i in [10, 11, 12, 13, 14]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw6, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw12, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw18, axis=0)[::4, plot_idx[i-5]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(rmse_dacycle_4dvarformer_daw24, axis=0)[::4, plot_idx[i-5]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i-5]}\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "    elif i in [15, 16, 17, 18, 19]:\n",
    "        plt.title(plot_vars[i-10], fontsize=12)\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw6, axis=0)[::4, plot_idx[i-10]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw12, axis=0)[::4, plot_idx[i-10]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw18, axis=0)[::4, plot_idx[i-10]], linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(acc_dacycle_4dvarformer_daw24, axis=0)[::4, plot_idx[i-10]], color='r', linewidth=2, \n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"DA Cycle Time (days)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=4, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'da_cycle_temp_wind_diffobsnum.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_temp_wind_diffobsnum.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8d99e545-f187-4e1d-93e4-3f51a73f9cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_fourcastnet = np.load(f\"{fourcastnet_dir}/rmse_fourcastnet.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer_daw24 = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num4_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer_daw18 = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num3_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer_daw12 = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num2_xb_3day.npy\").astype(np.float32)\n",
    "rmse_mf_4dvarformer_daw6 = np.load(f\"{medium_forecast_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num1_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_fourcastnet = np.load(f\"{fourcastnet_dir}/acc_fourcastnet.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer_daw24 = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num4_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer_daw18 = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num3_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer_daw12 = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num2_xb_3day.npy\").astype(np.float32)\n",
    "acc_mf_4dvarformer_daw6 = np.load(f\"{medium_forecast_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_num1_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9968a190-61da-4758-a330-3cc39ec6d9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 9))\n",
    "for i in range(20):\n",
    "    ax = fig.add_subplot(4, 5, i+1)\n",
    "    if i in [0, 1, 2, 3, 4]:\n",
    "        plt.title(plot_vars[i], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(rmse_fourcastnet, axis=0)[1:, plot_idx[i]], color='k', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw6, axis=0)[:, plot_idx[i]], linewidth=2,\n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw12, axis=0)[:, plot_idx[i]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw18, axis=0)[:, plot_idx[i]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw24, axis=0)[:, plot_idx[i]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [5, 6, 7, 8, 9]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(acc_fourcastnet, axis=0)[1:, plot_idx[i-5]], color='k', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw6, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw12, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw18, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw24, axis=0)[:, plot_idx[i-5]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\")\n",
    "        plt.xlabel(\"Lead Time (hours)\")\n",
    "    elif i in [10, 11, 12, 13, 14]:\n",
    "        plt.title(plot_vars[i-5], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(rmse_fourcastnet, axis=0)[1:, plot_idx[i-5]], color='k', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw6, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw12, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw18, axis=0)[:, plot_idx[i-5]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(rmse_mf_4dvarformer_daw24, axis=0)[:, plot_idx[i-5]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.set_xticks(np.arange(0, rmse_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * rmse_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"RMSE {unit_y[i-5]}\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "    elif i in [15, 16, 17, 18, 19]:\n",
    "        plt.title(plot_vars[i-10], fontsize=12)\n",
    "        ax.plot(np.arange(1, 29), np.mean(acc_fourcastnet, axis=0)[1:, plot_idx[i-10]], color='k', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"ERA5\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw6, axis=0)[:, plot_idx[i-10]], linewidth=2,\n",
    "                marker=\"o\", markersize=3,  label=f\"4DVarFormer DAW=6h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw12, axis=0)[:, plot_idx[i-10]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=12h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw18, axis=0)[:, plot_idx[i-10]], linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=18h\")\n",
    "        ax.plot(np.mean(acc_mf_4dvarformer_daw24, axis=0)[:, plot_idx[i-10]], color='r', linewidth=2,\n",
    "                marker=\"o\", markersize=3, label=f\"4DVarFormer DAW=24h\")\n",
    "        ax.set_xticks(np.arange(0, acc_fourcastnet.shape[1], 8))\n",
    "        ax.set_xticklabels(np.arange(0, 6 * acc_fourcastnet.shape[1], 48))\n",
    "        ax.tick_params(axis=\"x\", labelsize=12)\n",
    "        ax.tick_params(axis=\"y\", labelsize=12)\n",
    "        plt.ylabel(f\"ACC\", fontsize=12)\n",
    "        plt.xlabel(\"Lead Time (hours)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=5, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'medium_forecast_temp_wind_diffobsnum.jpg', dpi=300)\n",
    "plt.savefig(f'medium_forecast_temp_wind_diffobsnum.pdf', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31cca352-76fb-4576-915a-20d58f397244",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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